Most Linux distros you'll find are basically a pile of separate programs—a panel, a compositor, a window manager, and so on—all exchanging information and coordinating their behavior to create a cohesive experience.

We ask our smart home devices to do a lot for us, and rarely spare a moment to think about what life might be like for them. I decided to give some smart home devices personalities and let them loose in their own Discord chat to see what they would say if they could.

Claude and ChatGPT are where most of us started with AI, and once you discover what they can do, it’s only natural to put them to work beyond the chat window. That means plugging them into other tools and harnesses through their APIs. But once you do, Claude and ChatGPT stop being a simple $20 subscription and start behaving like metered utilities that can quietly run you hundreds of dollars a month, depending on what your automations are doing.

Paperwork used to be annoying, but at least there was an obvious place to put it. You bought a filing cabinet, labeled a few folders, and hoped you could remember where you filed something when you needed it. Today, most of that paperwork is digital. My wife and I have bills, receipts, records, manuals, and other documents scattered across our PCs, and finding a specific file isn't always as easy as it should be.

The fear of an AI apocalypse has persisted for decades in movies like WarGames and the Terminator series, but now that worry is becoming more than speculative fiction. Both current and recently-departed Anthropic researchers argue that there's a real possibility AI could kill humanity — although the issue is complex.

A Calc II volume of revolution problem is a decent stress test for any study app. It has several moving parts: setting up the integral, choosing the right method, sketching the region being rotated, and labeling each stage clearly enough that a student can follow the logic back to the original question. Type that problem into a general chatbot, and you tend to get a wall of text. Somewhere in the middle is the right answer, but the steps blur together, and there's nothing to look at.

Spreadsheets are difficult to avoid, and a lot of what you have to do with them is pretty tedious: endless formatting, cleaning up data, and other repetitive tasks. And, worse yet, you often can't just throw AI at the problem—spreadsheets can contain information that you can't upload to Claude or ChatGPT because it is confidential, or even legally privileged.

YouTube has become a worse place to learn from. The videos are longer than they need to be and are filled with ads. I am tired of sitting through 40 minutes of a video just for what is probably 10 minutes of real information. NotebookLM (Gemini Notebook) is actually a really good video converter with zero ads. It turns a fluffy video into something you can listen to or a video that stays on point, without any ads at all.

Every time you upload a file to a cloud AI service, you trust that they'll be responsible stewards of that information. When you're talking about medical data, financial records, personal details about your life, or any other sensitive information, that is a big ask.